AI & ML
Embeddings, Vector DBs, and machine learning tools
15,691 servers in this category
pluggedin-app
A unified AI Content Management System (AI-CMS) and MCP proxy that transforms ephemeral AI interactions into persistent, versioned, and searchable organizational memory.
mcp-agent
A Python-based MCP framework that provides a modular environment for orchestrating agents with support for real-time weather data fetching and a RAG-enabled vector knowledge base.
OpenSearch
MCP server that enables AI agents to perform search and analytics use cases on data stored in OpenSearch.
PubMed
Enable AI assistants to search, access, and analyze PubMed articles through a simple MCP interface.
IDA Pro
A remote access bridge for IDA Pro that enables LLMs to perform binary analysis, decompile code, manage memory, and control the debugger through a multi-instance coordinator architecture.
AgentUp
AgentUp is an enterprise-grade, configuration-driven AI agent framework that provides portable, secure, and scalable agent infrastructure with built-in Model Context Protocol (MCP) support.
MCP DB Utils
A robust MCP server that provides a secure bridge for AI to interact with multiple database types (SQLite, MySQL, PostgreSQL) through read-only tools for schema analysis, querying, and performance monitoring.
spring-ai-playground
A self-hosted low-code platform and MCP server that allows developers to create, test, and expose JavaScript-based AI tools in real-time while integrating with RAG and external MCP services.
Think MCP
Enhances any agent's reasoning capabilities by integrating the think-tools, as described in Anthropic's article.
gemini-mcp
A comprehensive MCP server that integrates Google's Gemini 3 capabilities into Claude, offering over 30 tools for image/video generation, deep research, code execution, and advanced document analysis.
Perplexity
An MCP server that integrates the Perplexity API into AI clients, enabling real-time search-based chat completions with verifiable citations.
ToolsForMCPServer
A comprehensive MCP server built with Google Apps Script that provides 160+ tools to automate and interact with the entire Google Workspace ecosystem, including Gmail, Drive, Sheets, Docs, Calendar, and Classroom.
OpenCV
An MCP server providing OpenCV computer vision capabilities. This allows AI assistants and language models to access powerful computer vision tools.
PubMed
A PubMed integration for MCP that enables searching and fetching from over 35 million biomedical citations and life science journals. It provides a bridge to the MEDLINE database via the pubmedclient library.
Molecule Visualization (ChimeraX, PyMOL)
MCP (Model Context Protocol) Server. Connects AI systems to molecular visualization software like PyMol and ChimeraX, enabling direct command execution and image capture of molecular structures for scientific workflows.
Vertex AI Gemini
A comprehensive MCP server providing Google Cloud Vertex AI Gemini capabilities including web-grounded research, technical documentation analysis, filesystem operations, and deep code architecture assistance.
mem0-mcp
A robust memory system integration for AI agents that enables persistent long-term memory across sessions using Mem0, supporting cloud, Supabase, and local storage options.
mcp-ui
A versatile Vue.js and Electron-based application that integrates Model Context Protocol (MCP) with OpenAI and Anthropic models to provide browser automation, weather, and news tools.
rust-docs-mcp
A comprehensive MCP server for Rust development that enables AI agents to explore crate documentation, analyze source code, trace dependencies, and visualize module structures. It facilitates deep understanding of Rust projects through local caching and detailed item inspection from crates.io, GitHub, or local paths.
Octagon
Deliver real-time investment research with extensive private and public market data.
chat-ui
Single-File AI Chatbot UI with Multimodal & MCP Support: An All-in-One HTML File for a Streamlined Chatbot Conversational Interface
Gemini API Docs
A documentation-search MCP server that indexes Google Gemini API docs into a local SQLite database, offering full-text search and specific model/capability retrieval for developers.
Ragie
Retrieve context from your Ragie (RAG) knowledge base connected to integrations like Google Drive, Notion, JIRA and more.
Titan Memory
A sophisticated neural memory system for AI that uses a three-tier hierarchical storage (short-term, long-term, and archive) with momentum-based learning to maintain context across conversations.
Claude-C2
MCP (Model Context Protocol) Server. Command and control framework that enables secure remote system administration through a Python server and PowerShell client, maintaining task tracking in SQLite for efficient execution and reporting.
DeepL
Translate or rewrite text with DeepL's very own AI models using the DeepL API
Deep Web Research
A sophisticated web research server that enables deep content analysis through automated multi-step search queuing, TF-IDF relevance scoring, and markdown extraction using Playwright.
Browser MCP
A browser-integrated MCP server that allows AI models to interact directly with the user's active browser, enabling web page content retrieval, CSS modification, and history searches.
Fabric Real-Time Intelligence MCP
Official Microsoft Fabric RTI server to accelerate working with Eventhouse, Azure Data Explorer(Kusto), Eventstreams and other RTI items using your favorite LLM models.
action_mcp
A Ruby on Rails engine that provides full Model Context Protocol (MCP) server capabilities, allowing Rails apps to expose tools, prompts, and resources to AI models with native database and session support.